library(data.table)
library(dplyr)
library(DT)
library("Hmisc")
library(ggplot2)
library(plotly)
library(tidyr)Analizowany zbiór posiada ponad 500 000 przykładów ligandów opisanych przez ponad 400 zmiennych. W dokonanej analizie zostały przedstawione wyniki dla 50-ciu najpopularniejszych klas ligandów. W prezentowanych wynikach można zauważyć, że największym problemem analityka jest dobre poznanie zbioru oraz jego własności. Poniższa analiza przedstawia niestety tylko ogólne charakterystyki dla zbioru, które mogą stanowić fundament do bardziej szczegółowej analizy.
## [1] 585339 412## blob_coverage res_coverage title
## Length:585339 Length:585339 Length:585339
## Class :character Class :character Class :character
## Mode :character Mode :character Mode :character
##
##
##
##
## pdb_code res_name res_id
## Length:585339 Length:585339 Length:585339
## Class :character Class :character Class :character
## Mode :character Mode :character Mode :character
##
##
##
##
## chain_id blob_volume_coverage blob_volume_coverage_second
## Length:585339 Min. :0.02004 Min. :0.0000
## Class :character 1st Qu.:0.50000 1st Qu.:0.0000
## Mode :character Median :0.72662 Median :0.0000
## Mean :0.66826 Mean :0.0199
## 3rd Qu.:0.86957 3rd Qu.:0.0000
## Max. :1.00000 Max. :0.9989
##
## res_volume_coverage res_volume_coverage_second local_res_atom_count
## Min. :0.001884 Min. :0.00000 Min. : 1.0
## 1st Qu.:0.249295 1st Qu.:0.00000 1st Qu.: 4.0
## Median :0.463163 Median :0.00000 Median : 6.0
## Mean :0.500310 Mean :0.06738 Mean : 13.9
## 3rd Qu.:0.713459 3rd Qu.:0.00000 3rd Qu.: 20.0
## Max. :1.000000 Max. :1.00000 Max. :178.0
##
## local_res_atom_non_h_count local_res_atom_non_h_occupancy_sum
## Min. : 1.00 Min. : -7.38
## 1st Qu.: 4.00 1st Qu.: 3.75
## Median : 6.00 Median : 6.00
## Mean : 13.56 Mean : 13.12
## 3rd Qu.: 19.00 3rd Qu.: 18.00
## Max. :111.00 Max. :111.00
##
## local_res_atom_non_h_electron_sum
## Min. : 3.0
## 1st Qu.: 30.0
## Median : 48.0
## Mean : 100.5
## 3rd Qu.: 133.0
## Max. :1848.0
##
## local_res_atom_non_h_electron_occupancy_sum local_res_atom_C_count
## Min. :-45.91 Min. : 0.000
## 1st Qu.: 28.00 1st Qu.: 0.000
## Median : 48.00 Median : 3.000
## Mean : 96.51 Mean : 7.775
## 3rd Qu.:126.00 3rd Qu.:10.000
## Max. :858.00 Max. :84.000
##
## local_res_atom_N_count local_res_atom_O_count local_res_atom_S_count
## Min. : 0.000 Min. : 0.000 Min. : 0.0000
## 1st Qu.: 0.000 1st Qu.: 1.000 1st Qu.: 0.0000
## Median : 0.000 Median : 3.000 Median : 0.0000
## Mean : 1.195 Mean : 3.778 Mean : 0.2177
## 3rd Qu.: 1.000 3rd Qu.: 5.000 3rd Qu.: 0.0000
## Max. :28.000 Max. :61.000 Max. :13.0000
##
## dict_atom_non_h_count dict_atom_non_h_electron_sum dict_atom_C_count
## Min. : 1.00 Min. : 3 Min. : 0.000
## 1st Qu.: 4.00 1st Qu.: 30 1st Qu.: 0.000
## Median : 6.00 Median : 48 Median : 3.000
## Mean : 13.89 Mean : 103 Mean : 7.918
## 3rd Qu.: 20.00 3rd Qu.: 136 3rd Qu.:10.000
## Max. :128.00 Max. :1223 Max. :93.000
## NA's :11007 NA's :11007 NA's :11007
## dict_atom_N_count dict_atom_O_count dict_atom_S_count skeleton_data
## Min. : 0.000 Min. : 0.000 Min. : 0.000 Length:585339
## 1st Qu.: 0.000 1st Qu.: 1.000 1st Qu.: 0.000 Class :character
## Median : 0.000 Median : 3.000 Median : 0.000 Mode :character
## Mean : 1.172 Mean : 3.983 Mean : 0.217
## 3rd Qu.: 1.000 3rd Qu.: 6.000 3rd Qu.: 0.000
## Max. :28.000 Max. :55.000 Max. :13.000
## NA's :11007 NA's :11007 NA's :11007
## skeleton_cycle_4 skeleton_diameter skeleton_cycle_6
## Min. : 0.0000 Min. : 0.00 Min. : 0.00000
## 1st Qu.: 0.0000 1st Qu.: 2.00 1st Qu.: 0.00000
## Median : 0.0000 Median : 13.00 Median : 0.00000
## Mean : 0.3675 Mean : 24.14 Mean : 0.01258
## 3rd Qu.: 0.0000 3rd Qu.: 32.00 3rd Qu.: 0.00000
## Max. :2792.0000 Max. :671.00 Max. :150.00000
##
## skeleton_cycle_7 skeleton_closeness_006_008 skeleton_closeness_002_004
## Min. : 0.0000 Min. : 0.000 Min. : 0.0000
## 1st Qu.: 0.0000 1st Qu.: 0.000 1st Qu.: 0.0000
## Median : 0.0000 Median : 0.000 Median : 0.0000
## Mean : 0.0042 Mean : 2.571 Mean : 0.0839
## 3rd Qu.: 0.0000 3rd Qu.: 0.000 3rd Qu.: 0.0000
## Max. :54.0000 Max. :417.000 Max. :907.0000
##
## skeleton_cycle_3 skeleton_avg_degree skeleton_closeness_004_006
## Min. : 0.0000 Min. :0.000 Min. : 0.0000
## 1st Qu.: 0.0000 1st Qu.:1.333 1st Qu.: 0.0000
## Median : 0.0000 Median :1.867 Median : 0.0000
## Mean : 0.0553 Mean :1.567 Mean : 0.9303
## 3rd Qu.: 0.0000 3rd Qu.:1.962 3rd Qu.: 0.0000
## Max. :957.0000 Max. :6.459 Max. :492.0000
##
## skeleton_closeness_010_012 skeleton_closeness_012_014 skeleton_edges
## Min. : 0.000 Min. : 0.000 Min. : 0.00
## 1st Qu.: 0.000 1st Qu.: 0.000 1st Qu.: 2.00
## Median : 0.000 Median : 0.000 Median : 14.00
## Mean : 3.465 Mean : 3.225 Mean : 35.39
## 3rd Qu.: 0.000 3rd Qu.: 0.000 3rd Qu.: 40.00
## Max. :779.000 Max. :2579.000 Max. :9934.00
##
## skeleton_radius skeleton_cycle_8_plus skeleton_closeness_020_030
## Min. : 0.00 Min. : 0.0000 Min. : 0.000
## 1st Qu.: 1.00 1st Qu.: 0.0000 1st Qu.: 0.000
## Median : 7.00 Median : 0.0000 Median : 0.000
## Mean : 12.37 Mean : 0.1878 Mean : 5.239
## 3rd Qu.: 17.00 3rd Qu.: 0.0000 3rd Qu.: 1.000
## Max. :336.00 Max. :1863.0000 Max. :1009.000
##
## skeleton_deg_5_plus skeleton_closeness_016_018 skeleton_closeness_008_010
## Min. : 0.0000 Min. : 0.000 Min. : 0.000
## 1st Qu.: 0.0000 1st Qu.: 0.000 1st Qu.: 0.000
## Median : 0.0000 Median : 0.000 Median : 0.000
## Mean : 0.1462 Mean : 2.216 Mean : 3.454
## 3rd Qu.: 0.0000 3rd Qu.: 0.000 3rd Qu.: 0.000
## Max. :2998.0000 Max. :434.000 Max. :304.000
##
## skeleton_closeness_018_020 skeleton_average_clustering
## Min. : 0.000 Min. :0.0000000
## 1st Qu.: 0.000 1st Qu.:0.0000000
## Median : 0.000 Median :0.0000000
## Mean : 1.727 Mean :0.0001221
## 3rd Qu.: 0.000 3rd Qu.:0.0000000
## Max. :569.000 Max. :0.4666667
##
## skeleton_closeness_040_050 skeleton_closeness_014_016 skeleton_center
## Min. : 0.000 Min. : 0.00 Min. : 1.000
## 1st Qu.: 0.000 1st Qu.: 0.00 1st Qu.: 1.000
## Median : 0.000 Median : 0.00 Median : 1.000
## Mean : 1.828 Mean : 2.81 Mean : 1.616
## 3rd Qu.: 1.000 3rd Qu.: 0.00 3rd Qu.: 2.000
## Max. :572.000 Max. :129.00 Max. :251.000
##
## skeleton_closeness_000_002 skeleton_density skeleton_closeness_030_040
## Min. : 0.0000 Min. :0.00000 Min. : 0.000
## 1st Qu.: 0.0000 1st Qu.:0.02564 1st Qu.: 0.000
## Median : 0.0000 Median :0.09091 Median : 0.000
## Mean : 0.1148 Mean :0.22008 Mean : 2.813
## 3rd Qu.: 0.0000 3rd Qu.:0.25000 3rd Qu.: 1.000
## Max. :204.0000 Max. :1.00000 Max. :864.000
##
## skeleton_deg_4 skeleton_deg_0 skeleton_deg_1 skeleton_deg_2
## Min. : 0.0000 Min. :0.0000 Min. : 0.000 Min. : 0.00
## 1st Qu.: 0.0000 1st Qu.:0.0000 1st Qu.: 2.000 1st Qu.: 1.00
## Median : 0.0000 Median :0.0000 Median : 2.000 Median : 12.00
## Mean : 0.1191 Mean :0.1135 Mean : 3.217 Mean : 30.13
## 3rd Qu.: 0.0000 3rd Qu.:0.0000 3rd Qu.: 3.000 3rd Qu.: 35.00
## Max. :228.0000 Max. :1.0000 Max. :85.000 Max. :877.00
##
## skeleton_deg_3 skeleton_graph_clique_number skeleton_nodes
## Min. : 0.000 Min. :1.000 Min. : 1.00
## 1st Qu.: 0.000 1st Qu.:2.000 1st Qu.: 3.00
## Median : 0.000 Median :2.000 Median : 15.00
## Mean : 1.982 Mean :1.893 Mean : 35.71
## 3rd Qu.: 2.000 3rd Qu.:2.000 3rd Qu.: 40.00
## Max. :157.000 Max. :5.000 Max. :3801.00
##
## skeleton_cycles skeleton_cycle_5 skeleton_closeness_050_plus
## Min. : 0.00 Min. : 0.0000 Min. : 0.000
## 1st Qu.: 0.00 1st Qu.: 0.0000 1st Qu.: 0.000
## Median : 0.00 Median : 0.0000 Median : 3.000
## Mean : 0.68 Mean : 0.0527 Mean : 5.229
## 3rd Qu.: 0.00 3rd Qu.: 0.0000 3rd Qu.: 11.000
## Max. :6134.00 Max. :320.0000 Max. :310.000
##
## skeleton_periphery local_volume local_electrons
## Min. : 1.000 Min. : 49.25 Min. : 0.0117
## 1st Qu.: 2.000 1st Qu.: 209.95 1st Qu.: 3.4240
## Median : 2.000 Median : 342.72 Median : 7.7073
## Mean : 2.002 Mean : 851.43 Mean : 17.6184
## 3rd Qu.: 2.000 3rd Qu.: 782.08 3rd Qu.: 19.5602
## Max. :101.000 Max. :90952.51 Max. :442.4445
##
## local_mean local_std local_min local_max
## Min. :0.0001147 Min. :0.0006606 Min. :0 Min. : 0.00452
## 1st Qu.:0.0120943 1st Qu.:0.0683722 1st Qu.:0 1st Qu.: 0.56617
## Median :0.0186029 Median :0.0985439 Median :0 Median : 0.89061
## Mean :0.0234970 Mean :0.1225801 Mean :0 Mean : 1.35247
## 3rd Qu.:0.0285268 3rd Qu.:0.1433580 3rd Qu.:0 3rd Qu.: 1.50809
## Max. :0.4264420 Max. :1.9595600 Max. :0 Max. :44.63360
##
## local_max_over_std local_skewness local_cut_by_mainchain_volume
## Min. : 2.836 Min. :0.001174 Min. : 0.0000
## 1st Qu.: 5.243 1st Qu.:0.120913 1st Qu.: 0.0000
## Median : 7.251 Median :0.174443 Median : 0.0000
## Mean : 9.750 Mean :0.222814 Mean : 0.3616
## 3rd Qu.: 11.274 3rd Qu.:0.256536 3rd Qu.: 0.0240
## Max. :173.252 Max. :4.035155 Max. :53.5040
##
## local_near_cut_count_C local_near_cut_count_other local_near_cut_count_S
## Min. : 0.000 Min. : 0.00000 Min. : 0.0000
## 1st Qu.: 0.000 1st Qu.: 0.00000 1st Qu.: 0.0000
## Median : 2.000 Median : 0.00000 Median : 0.0000
## Mean : 4.372 Mean : 0.01279 Mean : 0.1215
## 3rd Qu.: 6.000 3rd Qu.: 0.00000 3rd Qu.: 0.0000
## Max. :163.000 Max. :14.00000 Max. :15.0000
##
## local_near_cut_count_O local_near_cut_count_N
## Min. : 0.00 Min. : 0.000
## 1st Qu.: 0.00 1st Qu.: 0.000
## Median : 1.00 Median : 1.000
## Mean : 2.12 Mean : 2.146
## 3rd Qu.: 3.00 3rd Qu.: 3.000
## Max. :76.00 Max. :41.000
##
## part_00_shape_segments_count part_00_density_segments_count
## Min. : 0.0 Min. : 0.0
## 1st Qu.: 5.0 1st Qu.: 5.0
## Median : 25.0 Median : 25.0
## Mean : 335.6 Mean : 335.6
## 3rd Qu.: 139.0 3rd Qu.: 139.0
## Max. :114577.0 Max. :114577.0
##
## part_00_volume part_00_electrons part_00_mean part_00_std
## Min. : 0.00 Min. : 0.000 Min. :0.0000 Min. :0.00000
## 1st Qu.: 6.76 1st Qu.: 3.407 1st Qu.:0.3637 1st Qu.:0.06447
## Median : 14.09 Median : 7.642 Median :0.5154 Median :0.12151
## Mean : 32.74 Mean : 17.422 Mean :0.6023 Mean :0.20956
## 3rd Qu.: 34.18 3rd Qu.: 18.981 3rd Qu.:0.7187 3rd Qu.:0.23400
## Max. :2427.94 Max. :441.137 Max. :8.5969 Max. :8.01064
##
## part_00_max part_00_max_over_std part_00_skewness
## Min. : 0.0000 Min. : 0.000 Min. : 0.00000
## 1st Qu.: 0.5662 1st Qu.: 5.243 1st Qu.: 0.05617
## Median : 0.8906 Median : 7.251 Median : 0.11127
## Mean : 1.3525 Mean : 9.750 Mean : 0.21552
## 3rd Qu.: 1.5081 3rd Qu.: 11.274 3rd Qu.: 0.23399
## Max. :44.6336 Max. :173.252 Max. :10.50955
## NA's :2
## part_00_parts part_00_shape_O3 part_00_shape_O4
## Min. : 0.000 Min. :1.210e+02 Min. :3.807e+03
## 1st Qu.: 1.000 1st Qu.:2.636e+04 1st Qu.:1.727e+08
## Median : 1.000 Median :9.455e+04 Median :2.210e+09
## Mean : 1.071 Mean :1.669e+06 Mean :1.062e+13
## 3rd Qu.: 1.000 3rd Qu.:5.838e+05 3rd Qu.:7.047e+10
## Max. :28.000 Max. :2.629e+09 Max. :4.338e+17
## NA's :7 NA's :7
## part_00_shape_O5 part_00_shape_FL part_00_shape_O3_norm
## Min. :3.378e+04 Min. :7.600e+01 Min. : 0.2306
## 1st Qu.:3.130e+11 1st Qu.:8.368e+08 1st Qu.: 0.2698
## Median :1.421e+13 Median :3.627e+10 Median : 0.3815
## Mean :1.785e+20 Mean :6.130e+16 Mean : 0.4920
## 3rd Qu.:2.030e+15 3rd Qu.:5.090e+12 3rd Qu.: 0.6068
## Max. :2.908e+25 Max. :8.380e+21 Max. :39.6469
## NA's :7 NA's :7 NA's :7
## part_00_shape_O4_norm part_00_shape_O5_norm part_00_shape_FL_norm
## Min. :0.01756 Min. :0.000426 Min. : 0.00000
## 1st Qu.:0.02160 1st Qu.:0.000511 1st Qu.: 0.00061
## Median :0.03363 Median :0.000765 Median : 0.00552
## Mean :0.06141 Mean :0.001972 Mean : 0.05614
## 3rd Qu.:0.06885 3rd Qu.:0.001749 3rd Qu.: 0.03164
## Max. :6.01088 Max. :0.411045 Max. :189.35070
## NA's :7 NA's :7 NA's :7
## part_00_shape_I1 part_00_shape_I2 part_00_shape_I3
## Min. :4.800e+02 Min. :5.694e+04 Min. :4.999e+04
## 1st Qu.:1.149e+06 1st Qu.:2.021e+11 1st Qu.:4.893e+11
## Median :7.535e+06 Median :8.364e+12 Median :2.320e+13
## Mean :2.952e+09 Mean :2.915e+20 Mean :8.551e+22
## 3rd Qu.:1.272e+08 3rd Qu.:1.848e+15 3rd Qu.:8.092e+15
## Max. :1.633e+14 Max. :3.583e+25 Max. :2.665e+28
## NA's :7 NA's :7 NA's :7
## part_00_shape_I4 part_00_shape_I5 part_00_shape_I6
## Min. :4.200e+01 Min. :2.000e+00 Min. :2.234e+04
## 1st Qu.:4.277e+08 1st Qu.:6.515e+07 1st Qu.:1.346e+10
## Median :1.985e+10 Median :5.985e+09 Median :3.235e+11
## Mean :3.451e+16 Mean :1.665e+16 Mean :1.653e+18
## 3rd Qu.:3.046e+12 3rd Qu.:1.290e+12 3rd Qu.:3.792e+13
## Max. :4.527e+21 Max. :1.957e+21 Max. :3.743e+23
## NA's :7 NA's :7 NA's :7
## part_00_shape_I1_norm part_00_shape_I2_norm part_00_shape_I3_norm
## Min. : 0.0632 Min. : 0.00104 Min. : 0
## 1st Qu.: 0.0981 1st Qu.: 0.00193 1st Qu.: 0
## Median : 0.2298 Median : 0.00661 Median : 0
## Mean : 0.5528 Mean : 0.08990 Mean : 31
## 3rd Qu.: 0.5898 3rd Qu.: 0.03465 3rd Qu.: 0
## Max. :2760.5726 Max. :303.90731 Max. :7617375
## NA's :7 NA's :7 NA's :7
## part_00_shape_I4_norm part_00_shape_I5_norm part_00_shape_I6_norm
## Min. : 0.00000 Min. : 0.00000 Min. : 0.00
## 1st Qu.: 0.00028 1st Qu.: 0.00004 1st Qu.: 0.01
## Median : 0.00311 Median : 0.00106 Median : 0.04
## Mean : 0.03829 Mean : 0.02640 Mean : 0.85
## 3rd Qu.: 0.01957 3rd Qu.: 0.00950 3rd Qu.: 0.19
## Max. :189.07167 Max. :188.88566 Max. :109414.70
## NA's :7 NA's :7 NA's :7
## part_00_shape_M000 part_00_shape_CI part_00_shape_E3_E1
## Min. : 38 Min. :-129.45458 Min. :0.000066
## 1st Qu.: 845 1st Qu.: -0.77772 1st Qu.:0.087185
## Median : 1761 Median : 0.00028 Median :0.171481
## Mean : 4093 Mean : 0.04576 Mean :0.244458
## 3rd Qu.: 4273 3rd Qu.: 0.82325 3rd Qu.:0.360112
## Max. :303493 Max. : 70.04396 Max. :0.994777
## NA's :7 NA's :7 NA's :7
## part_00_shape_E2_E1 part_00_shape_E3_E2 part_00_shape_sqrt_E1
## Min. :0.000129 Min. :0.01144 Min. : 1.076
## 1st Qu.:0.216446 1st Qu.:0.37203 1st Qu.: 4.005
## Median :0.384132 Median :0.57391 Median : 5.856
## Mean :0.425595 Mean :0.55501 Mean : 7.997
## 3rd Qu.:0.618134 3rd Qu.:0.74494 3rd Qu.: 9.976
## Max. :1.000000 Max. :1.00000 Max. :202.762
## NA's :7 NA's :7 NA's :7
## part_00_shape_sqrt_E2 part_00_shape_sqrt_E3 part_00_density_O3
## Min. : 0.7389 Min. : 0.5959 Min. : 10
## 1st Qu.: 2.5797 1st Qu.: 1.9492 1st Qu.: 12674
## Median : 3.4955 Median : 2.5748 Median : 46240
## Mean : 4.4171 Mean : 2.9344 Mean : 788428
## 3rd Qu.: 5.2246 3rd Qu.: 3.4617 3rd Qu.: 257105
## Max. :34.5164 Max. :20.3426 Max. :567372596
## NA's :7 NA's :7 NA's :7
## part_00_density_O4 part_00_density_O5 part_00_density_FL
## Min. :2.400e+01 Min. :1.700e+01 Min. :-3.000e+00
## 1st Qu.:3.967e+07 1st Qu.:3.448e+10 1st Qu.: 1.568e+08
## Median :5.300e+08 Median :1.649e+12 Median : 8.013e+09
## Mean :1.342e+12 Mean :1.718e+18 Mean : 3.673e+15
## 3rd Qu.:1.350e+10 3rd Qu.:1.686e+14 3rd Qu.: 1.066e+12
## Max. :2.006e+16 Max. :1.808e+23 Max. : 4.049e+20
## NA's :7 NA's :7 NA's :7
## part_00_density_O3_norm part_00_density_O4_norm part_00_density_O5_norm
## Min. : 0.0356 Min. : 0.00042 Min. : 0.000002
## 1st Qu.: 0.3822 1st Qu.: 0.04116 1st Qu.: 0.001244
## Median : 0.6047 Median : 0.08751 Median : 0.003187
## Mean : 0.7472 Mean : 0.14645 Mean : 0.007762
## 3rd Qu.: 0.9580 3rd Qu.: 0.17921 3rd Qu.: 0.007750
## Max. :412.3283 Max. :32.92662 Max. :27.995065
## NA's :7 NA's :7 NA's :7
## part_00_density_FL_norm part_00_density_I1 part_00_density_I2
## Min. : -0.035 Min. :4.200e+01 Min. :3.630e+02
## 1st Qu.: 0.002 1st Qu.:5.256e+05 1st Qu.:4.199e+10
## Median : 0.018 Median :3.349e+06 Median :1.660e+12
## Mean : 0.344 Mean :1.034e+09 Mean :1.362e+19
## 3rd Qu.: 0.127 3rd Qu.:5.470e+07 3rd Qu.:3.311e+14
## Max. :29271.048 Max. :1.282e+13 Max. :1.509e+24
## NA's :7 NA's :7 NA's :7
## part_00_density_I3 part_00_density_I4 part_00_density_I5
## Min. :5.040e+02 Min. :-1.000e+00 Min. :0.000e+00
## 1st Qu.:1.030e+11 1st Qu.: 8.363e+07 1st Qu.:1.798e+07
## Median :4.597e+12 Median : 4.842e+09 Median :1.903e+09
## Mean :9.844e+20 Mean : 2.212e+15 Mean :1.237e+15
## 3rd Qu.:1.542e+15 3rd Qu.: 7.112e+11 3rd Qu.:3.701e+11
## Max. :1.643e+26 Max. : 2.342e+20 Max. :1.203e+20
## NA's :7 NA's :7 NA's :7
## part_00_density_I6 part_00_density_I1_norm part_00_density_I2_norm
## Min. :1.830e+02 Min. : 0.00 Min. : 0.000
## 1st Qu.:2.962e+09 1st Qu.: 0.22 1st Qu.: 0.009
## Median :6.864e+10 Median : 0.57 Median : 0.045
## Mean :4.027e+16 Mean : 2.41 Mean : 0.739
## 3rd Qu.:7.337e+12 3rd Qu.: 1.52 3rd Qu.: 0.237
## Max. :5.255e+21 Max. :298590.95 Max. :7616.409
## NA's :7 NA's :7 NA's :7
## part_00_density_I3_norm part_00_density_I4_norm part_00_density_I5_norm
## Min. :0.000e+00 Min. : -0.012 Min. : 0.000
## 1st Qu.:0.000e+00 1st Qu.: 0.001 1st Qu.: 0.000
## Median :0.000e+00 Median : 0.011 Median : 0.005
## Mean :1.761e+05 Mean : 0.276 Mean : 0.231
## 3rd Qu.:1.000e+00 3rd Qu.: 0.085 3rd Qu.: 0.049
## Max. :8.912e+10 Max. :29231.847 Max. :29205.712
## NA's :7 NA's :7 NA's :7
## part_00_density_I6_norm part_00_density_M000 part_00_density_CI
## Min. : 0 Min. : 1.86 Min. :-155.70141
## 1st Qu.: 0 1st Qu.: 425.88 1st Qu.: -0.84098
## Median : 0 Median : 955.32 Median : 0.00018
## Mean : 292 Mean : 2177.81 Mean : 0.04725
## 3rd Qu.: 1 3rd Qu.: 2372.66 3rd Qu.: 0.88385
## Max. :123080053 Max. :55142.18 Max. : 89.96053
## NA's :7 NA's :7 NA's :7
## part_00_density_E3_E1 part_00_density_E2_E1 part_00_density_E3_E2
## Min. :0.000066 Min. :0.000128 Min. :0.01305
## 1st Qu.:0.083809 1st Qu.:0.211683 1st Qu.:0.37111
## Median :0.170283 Median :0.384308 Median :0.57816
## Mean :0.247223 Mean :0.425723 Mean :0.55705
## 3rd Qu.:0.369874 3rd Qu.:0.622709 3rd Qu.:0.75041
## Max. :0.995899 Max. :1.000000 Max. :1.00000
## NA's :7 NA's :7 NA's :7
## part_00_density_sqrt_E1 part_00_density_sqrt_E2 part_00_density_sqrt_E3
## Min. : 1.072 Min. : 0.7382 Min. : 0.5955
## 1st Qu.: 3.742 1st Qu.: 2.4413 1st Qu.: 1.8649
## Median : 5.536 Median : 3.2623 Median : 2.4204
## Mean : 7.680 Mean : 4.1928 Mean : 2.7711
## 3rd Qu.: 9.651 3rd Qu.: 4.9417 3rd Qu.: 3.2234
## Max. :202.482 Max. :32.9792 Max. :19.3785
## NA's :7 NA's :7 NA's :7
## part_00_shape_Z_7_3 part_00_shape_Z_0_0 part_00_shape_Z_7_0
## Min. : 6.303 Min. : 3.012 Min. : 0.6818
## 1st Qu.: 15.435 1st Qu.: 14.203 1st Qu.: 6.4903
## Median : 26.425 Median : 20.504 Median : 10.0970
## Mean : 40.760 Mean : 26.090 Mean : 17.2744
## 3rd Qu.: 52.866 3rd Qu.: 31.939 3rd Qu.: 21.8753
## Max. :558.707 Max. :269.172 Max. :366.9917
## NA's :7 NA's :7 NA's :7
## part_00_shape_Z_7_1 part_00_shape_Z_3_0 part_00_shape_Z_5_2
## Min. : 3.662 Min. : 0.5714 Min. : 4.58
## 1st Qu.: 9.847 1st Qu.: 5.9165 1st Qu.: 14.52
## Median : 17.444 Median : 10.6313 Median : 24.59
## Mean : 28.005 Mean : 14.9928 Mean : 34.79
## 3rd Qu.: 36.564 3rd Qu.: 19.4280 3rd Qu.: 44.81
## Max. :446.136 Max. :208.1280 Max. :455.10
## NA's :7 NA's :7 NA's :7
## part_00_shape_Z_6_1 part_00_shape_Z_3_1 part_00_shape_Z_6_0
## Min. : 1.808 Min. : 2.506 Min. : 0.02436
## 1st Qu.: 11.916 1st Qu.: 11.226 1st Qu.: 5.44450
## Median : 20.707 Median : 18.005 Median : 9.82056
## Mean : 31.526 Mean : 24.292 Mean : 14.72483
## 3rd Qu.: 41.863 3rd Qu.: 30.606 3rd Qu.: 19.06451
## Max. :476.213 Max. :297.276 Max. :299.01325
## NA's :7 NA's :7 NA's :7
## part_00_shape_Z_2_1 part_00_shape_Z_6_3 part_00_shape_Z_2_0
## Min. : 2.43 Min. : 4.114 Min. : 1.05
## 1st Qu.: 19.26 1st Qu.: 18.555 1st Qu.: 14.25
## Median : 28.55 Median : 30.925 Median : 21.67
## Mean : 38.12 Mean : 46.273 Mean : 28.00
## 3rd Qu.: 47.73 3rd Qu.: 60.562 3rd Qu.: 35.18
## Max. :420.81 Max. :608.431 Max. :326.53
## NA's :7 NA's :7 NA's :7
## part_00_shape_Z_6_2 part_00_shape_Z_5_0 part_00_shape_Z_5_1
## Min. : 2.941 Min. : 0.7929 Min. : 3.464
## 1st Qu.: 16.255 1st Qu.: 5.5867 1st Qu.: 11.329
## Median : 27.711 Median : 12.1386 Median : 20.353
## Mean : 41.788 Mean : 18.1950 Mean : 28.763
## 3rd Qu.: 55.044 3rd Qu.: 24.1803 3rd Qu.: 37.437
## Max. :562.202 Max. :315.5733 Max. :407.494
## NA's :7 NA's :7 NA's :7
## part_00_shape_Z_4_2 part_00_shape_Z_1_0 part_00_shape_Z_4_1
## Min. : 3.537 Min. :0.7373 Min. : 1.95
## 1st Qu.: 19.038 1st Qu.:1.2639 1st Qu.: 15.87
## Median : 31.148 Median :1.4068 Median : 26.81
## Mean : 43.564 Mean :1.4283 Mean : 37.48
## 3rd Qu.: 56.348 3rd Qu.:1.5706 3rd Qu.: 49.14
## Max. :534.474 Max. :2.5252 Max. :465.60
## NA's :7 NA's :7 NA's :7
## part_00_shape_Z_7_2 part_00_shape_Z_4_0 part_00_density_Z_7_3
## Min. : 5.742 Min. : 0.02276 Min. : 2.895
## 1st Qu.: 13.111 1st Qu.: 8.12327 1st Qu.: 10.572
## Median : 23.158 Median : 14.75833 Median : 19.361
## Mean : 36.227 Mean : 20.37217 Mean : 30.192
## 3rd Qu.: 47.297 3rd Qu.: 27.11986 3rd Qu.: 38.983
## Max. :530.322 Max. :313.09343 Max. :211.119
## NA's :7 NA's :7 NA's :7
## part_00_density_Z_0_0 part_00_density_Z_7_0 part_00_density_Z_7_1
## Min. : 0.6671 Min. : 0.9849 Min. : 2.877
## 1st Qu.: 10.0832 1st Qu.: 5.9828 1st Qu.: 7.446
## Median : 15.1019 Median : 8.4890 Median : 13.866
## Mean : 19.0086 Mean : 14.8229 Mean : 22.230
## 3rd Qu.: 23.7998 3rd Qu.: 18.7919 3rd Qu.: 28.952
## Max. :114.7355 Max. :126.9188 Max. :159.919
## NA's :7 NA's :7 NA's :7
## part_00_density_Z_3_0 part_00_density_Z_5_2 part_00_density_Z_6_1
## Min. : 0.4221 Min. : 2.151 Min. : 0.4344
## 1st Qu.: 4.3896 1st Qu.: 9.895 1st Qu.: 7.5226
## Median : 7.7504 Median : 17.683 Median : 17.0585
## Mean :11.2677 Mean : 25.438 Mean : 24.6044
## 3rd Qu.:14.4114 3rd Qu.: 32.914 3rd Qu.: 33.3966
## Max. :88.5386 Max. :182.183 Max. :196.0675
## NA's :7 NA's :7 NA's :7
## part_00_density_Z_3_1 part_00_density_Z_6_0 part_00_density_Z_2_1
## Min. : 1.445 Min. : 0.00707 Min. : 0.7737
## 1st Qu.: 7.490 1st Qu.: 3.55351 1st Qu.: 14.1608
## Median : 12.422 Median : 8.00466 Median : 21.3894
## Mean : 17.242 Mean : 12.48289 Mean : 27.9393
## 3rd Qu.: 21.831 3rd Qu.: 17.08645 3rd Qu.: 34.6093
## Max. :120.864 Max. :122.49338 Max. :176.3805
## NA's :7 NA's :7 NA's :7
## part_00_density_Z_6_3 part_00_density_Z_2_0 part_00_density_Z_6_2
## Min. : 0.5449 Min. : 0.3607 Min. : 0.4772
## 1st Qu.: 11.9833 1st Qu.: 10.9179 1st Qu.: 10.5972
## Median : 23.4385 Median : 16.8822 Median : 21.5871
## Mean : 34.0886 Mean : 21.5159 Mean : 31.3630
## 3rd Qu.: 44.8828 3rd Qu.: 27.5450 3rd Qu.: 41.6574
## Max. :282.8048 Max. :135.2767 Max. :263.8942
## NA's :7 NA's :7 NA's :7
## part_00_density_Z_5_0 part_00_density_Z_5_1 part_00_density_Z_4_2
## Min. : 0.8741 Min. : 2.142 Min. : 0.5863
## 1st Qu.: 5.1127 1st Qu.: 8.136 1st Qu.: 14.1157
## Median : 9.7155 Median : 15.153 Median : 23.4279
## Mean : 14.8567 Mean : 21.782 Mean : 32.1327
## 3rd Qu.: 19.3818 3rd Qu.: 28.500 3rd Qu.: 41.2626
## Max. :118.2292 Max. :167.080 Max. :236.6704
## NA's :7 NA's :7 NA's :7
## part_00_density_Z_1_0 part_00_density_Z_4_1 part_00_density_Z_7_2
## Min. :0.6768 Min. : 0.4739 Min. : 2.887
## 1st Qu.:1.2520 1st Qu.: 12.4357 1st Qu.: 9.293
## Median :1.3955 Median : 20.8744 Median : 17.463
## Mean :1.4189 Mean : 28.4110 Mean : 27.503
## 3rd Qu.:1.5651 3rd Qu.: 36.8588 3rd Qu.: 35.746
## Max. :2.5244 Max. :204.5134 Max. :195.119
## NA's :7 NA's :7 NA's :7
## part_00_density_Z_4_0 part_01_shape_segments_count
## Min. : 0.00739 Min. : 0.0
## 1st Qu.: 6.98238 1st Qu.: 3.0
## Median : 12.69851 Median : 15.0
## Mean : 16.94146 Mean : 280.4
## 3rd Qu.: 22.85958 3rd Qu.: 93.0
## Max. :122.57626 Max. :69202.0
## NA's :7
## part_01_density_segments_count part_01_volume part_01_electrons
## Min. : 0.0 Min. : 0.000 Min. : 0.000
## 1st Qu.: 3.0 1st Qu.: 4.176 1st Qu.: 2.278
## Median : 15.0 Median : 10.208 Median : 6.073
## Mean : 280.4 Mean : 25.174 Mean : 14.988
## 3rd Qu.: 93.0 3rd Qu.: 25.520 3rd Qu.: 16.495
## Max. :69202.0 Max. :1996.248 Max. :395.695
##
## part_01_mean part_01_std part_01_max part_01_max_over_std
## Min. :0.0000 Min. :0.00000 Min. : 0.0000 Min. : 0.000
## 1st Qu.:0.3979 1st Qu.:0.05228 1st Qu.: 0.5654 1st Qu.: 5.243
## Median :0.5639 Median :0.10857 Median : 0.8904 Median : 7.251
## Mean :0.6539 Mean :0.19896 Mean : 1.3496 Mean : 9.719
## 3rd Qu.:0.7851 3rd Qu.:0.22254 3rd Qu.: 1.5081 3rd Qu.: 11.274
## Max. :8.8575 Max. :8.07544 Max. :44.6336 Max. :173.252
##
## part_01_skewness part_01_parts part_01_shape_O3
## Min. : 0.00000 Min. : 0.000 Min. :7.500e+01
## 1st Qu.: 0.04405 1st Qu.: 1.000 1st Qu.:1.272e+04
## Median : 0.09744 Median : 1.000 Median :5.684e+04
## Mean : 0.20253 Mean : 1.269 Mean :1.261e+06
## 3rd Qu.: 0.21924 3rd Qu.: 1.000 3rd Qu.:3.756e+05
## Max. :10.76795 Max. :24.000 Max. :2.086e+09
## NA's :13 NA's :5482
## part_01_shape_O4 part_01_shape_O5 part_01_shape_FL
## Min. :1.819e+03 Min. :1.334e+04 Min. :0.000e+00
## 1st Qu.:3.905e+07 1st Qu.:3.340e+10 1st Qu.:8.377e+07
## Median :7.978e+08 Median :3.085e+12 Median :9.336e+09
## Mean :5.858e+12 Mean :6.229e+19 Mean :3.420e+16
## 3rd Qu.:2.868e+10 3rd Qu.:5.208e+14 3rd Qu.:2.038e+12
## Max. :2.633e+17 Max. :8.480e+24 Max. :5.267e+21
## NA's :5482 NA's :5482 NA's :5482
## part_01_shape_O3_norm part_01_shape_O4_norm part_01_shape_O5_norm
## Min. : 0.227 Min. : 0.017 Min. :0.000
## 1st Qu.: 0.259 1st Qu.: 0.020 1st Qu.:0.000
## Median : 0.364 Median : 0.031 Median :0.001
## Mean : 0.531 Mean : 0.072 Mean :0.003
## 3rd Qu.: 0.667 3rd Qu.: 0.079 3rd Qu.:0.002
## Max. :43.752 Max. :11.751 Max. :1.232
## NA's :5482 NA's :5482 NA's :5482
## part_01_shape_FL_norm part_01_shape_I1 part_01_shape_I2
## Min. : 0.000 Min. :2.110e+02 Min. :1.092e+04
## 1st Qu.: 0.000 1st Qu.:4.038e+05 1st Qu.:2.451e+10
## Median : 0.004 Median :3.674e+06 Median :1.982e+12
## Mean : 0.136 Mean :2.210e+09 Mean :1.544e+20
## 3rd Qu.: 0.045 3rd Qu.:7.356e+07 3rd Qu.:5.827e+14
## Max. :552.611 Max. :1.307e+14 Max. :1.924e+25
## NA's :5482 NA's :5482 NA's :5482
## part_01_shape_I3 part_01_shape_I4 part_01_shape_I5
## Min. :9.455e+03 Min. :0.000e+00 Min. :0.000e+00
## 1st Qu.:5.759e+10 1st Qu.:4.117e+07 1st Qu.:4.750e+06
## Median :5.369e+12 Median :5.202e+09 Median :1.418e+09
## Mean :5.458e+22 Mean :1.957e+16 Mean :9.808e+15
## 3rd Qu.:2.802e+15 3rd Qu.:1.291e+12 3rd Qu.:5.968e+11
## Max. :1.708e+28 Max. :2.998e+21 Max. :1.486e+21
## NA's :5482 NA's :5482 NA's :5482
## part_01_shape_I6 part_01_shape_I1_norm part_01_shape_I2_norm
## Min. :5.359e+03 Min. : 0.061 Min. : 0.001
## 1st Qu.:2.276e+09 1st Qu.: 0.088 1st Qu.: 0.002
## Median :9.422e+10 Median : 0.211 Median : 0.005
## Mean :1.031e+18 Mean : 0.746 Mean : 0.229
## 3rd Qu.:1.427e+13 3rd Qu.: 0.730 3rd Qu.: 0.048
## Max. :2.401e+23 Max. :3426.136 Max. :6729.605
## NA's :5482 NA's :5482 NA's :5482
## part_01_shape_I3_norm part_01_shape_I4_norm part_01_shape_I5_norm
## Min. : 0 Min. : 0.000 Min. : 0.000
## 1st Qu.: 0 1st Qu.: 0.000 1st Qu.: 0.000
## Median : 0 Median : 0.003 Median : 0.001
## Mean : 53 Mean : 0.110 Mean : 0.093
## 3rd Qu.: 0 3rd Qu.: 0.029 3rd Qu.: 0.015
## Max. :11734236 Max. :605.613 Max. :640.948
## NA's :5482 NA's :5482 NA's :5482
## part_01_shape_I6_norm part_01_shape_M000 part_01_shape_CI
## Min. : 0.00 Min. : 32 Min. :-142.643
## 1st Qu.: 0.01 1st Qu.: 538 1st Qu.: -0.605
## Median : 0.04 Median : 1295 Median : 0.000
## Mean : 1.41 Mean : 3176 Mean : 0.037
## 3rd Qu.: 0.27 3rd Qu.: 3227 3rd Qu.: 0.635
## Max. :149861.81 Max. :249531 Max. : 91.325
## NA's :5482 NA's :5482 NA's :5482
## part_01_shape_E3_E1 part_01_shape_E2_E1 part_01_shape_E3_E2
## Min. :0.000 Min. :0.000 Min. :0.009
## 1st Qu.:0.080 1st Qu.:0.207 1st Qu.:0.382
## Median :0.180 Median :0.394 Median :0.595
## Mean :0.255 Mean :0.429 Mean :0.566
## 3rd Qu.:0.394 3rd Qu.:0.636 3rd Qu.:0.760
## Max. :0.994 Max. :1.000 Max. :1.000
## NA's :5482 NA's :5482 NA's :5482
## part_01_shape_sqrt_E1 part_01_shape_sqrt_E2 part_01_shape_sqrt_E3
## Min. : 0.930 Min. : 0.528 Min. : 0.303
## 1st Qu.: 3.372 1st Qu.: 2.192 1st Qu.: 1.680
## Median : 5.202 Median : 3.132 Median : 2.331
## Mean : 7.420 Mean : 4.020 Mean : 2.658
## 3rd Qu.: 9.416 3rd Qu.: 4.795 3rd Qu.: 3.210
## Max. :202.370 Max. :32.868 Max. :19.360
## NA's :5482 NA's :5482 NA's :5482
## part_01_density_O3 part_01_density_O4 part_01_density_O5
## Min. : 3 Min. :2.000e+00 Min. :1.000e+00
## 1st Qu.: 6869 1st Qu.:1.122e+07 1st Qu.:5.088e+09
## Median : 31721 Median :2.424e+08 Median :5.054e+11
## Mean : 666175 Mean :9.895e+11 Mean :1.040e+18
## 3rd Qu.: 186793 3rd Qu.:7.090e+09 3rd Qu.:6.547e+13
## Max. :491201973 Max. :1.459e+16 Max. :1.103e+23
## NA's :5482 NA's :5482 NA's :5482
## part_01_density_FL part_01_density_O3_norm part_01_density_O4_norm
## Min. :-2.000e+01 Min. : 0.035 Min. : 0.000
## 1st Qu.: 2.062e+07 1st Qu.: 0.353 1st Qu.: 0.036
## Median : 2.571e+09 Median : 0.563 Median : 0.077
## Mean : 2.705e+15 Mean : 0.765 Mean : 0.154
## 3rd Qu.: 5.511e+11 3rd Qu.: 0.963 3rd Qu.: 0.173
## Max. : 2.971e+20 Max. :309.792 Max. :30.947
## NA's :5482 NA's :5482 NA's :5482
## part_01_density_O5_norm part_01_density_FL_norm part_01_density_I1
## Min. : 0.000 Min. : -0.041 Min. :1.800e+01
## 1st Qu.: 0.001 1st Qu.: 0.001 1st Qu.:2.112e+05
## Median : 0.003 Median : 0.012 Median :1.907e+06
## Mean : 0.008 Mean : 0.743 Mean :8.687e+08
## 3rd Qu.: 0.007 3rd Qu.: 0.141 3rd Qu.:3.616e+07
## Max. :24.611 Max. :11787.185 Max. :1.099e+13
## NA's :5482 NA's :5482 NA's :5482
## part_01_density_I2 part_01_density_I3 part_01_density_I4
## Min. :7.500e+01 Min. :7.500e+01 Min. :-5.000e+00
## 1st Qu.:6.678e+09 1st Qu.:1.563e+10 1st Qu.: 1.036e+07
## Median :5.372e+11 Median :1.421e+12 Median : 1.533e+09
## Mean :9.588e+18 Mean :7.258e+20 Mean : 1.676e+15
## 3rd Qu.:1.369e+14 3rd Qu.:6.996e+14 3rd Qu.: 3.841e+11
## Max. :9.957e+23 Max. :1.207e+26 Max. : 1.787e+20
## NA's :5482 NA's :5482 NA's :5482
## part_01_density_I5 part_01_density_I6 part_01_density_I1_norm
## Min. :0.000e+00 Min. :1.600e+01 Min. : 0.00
## 1st Qu.:1.766e+06 1st Qu.:6.473e+08 1st Qu.: 0.18
## Median :5.403e+08 Median :2.723e+10 Median : 0.49
## Mean :9.896e+14 Mean :3.008e+16 Mean : 2.62
## 3rd Qu.:2.083e+11 3rd Qu.:3.536e+12 3rd Qu.: 1.58
## Max. :9.970e+19 Max. :3.827e+21 Max. :171129.37
## NA's :5482 NA's :5482 NA's :5482
## part_01_density_I2_norm part_01_density_I3_norm part_01_density_I4_norm
## Min. : 0.00 Min. :0.000e+00 Min. : -0.015
## 1st Qu.: 0.01 1st Qu.:0.000e+00 1st Qu.: 0.000
## Median : 0.03 Median :0.000e+00 Median : 0.007
## Mean : 2.10 Mean :9.711e+04 Mean : 0.674
## 3rd Qu.: 0.23 3rd Qu.:1.000e+00 3rd Qu.: 0.098
## Max. :70258.07 Max. :2.927e+10 Max. :12736.430
## NA's :5482 NA's :5482 NA's :5482
## part_01_density_I5_norm part_01_density_I6_norm part_01_density_M000
## Min. : 0.000 Min. : 0 Min. : 0.47
## 1st Qu.: 0.000 1st Qu.: 0 1st Qu.: 294.36
## Median : 0.003 Median : 0 Median : 772.52
## Mean : 0.628 Mean : 214 Mean : 1891.24
## 3rd Qu.: 0.059 3rd Qu.: 1 3rd Qu.: 2083.69
## Max. :13369.261 Max. :52993730 Max. :49461.92
## NA's :5482 NA's :5482 NA's :5482
## part_01_density_CI part_01_density_E3_E1 part_01_density_E2_E1
## Min. :-162.580 Min. :0.000 Min. :0.000
## 1st Qu.: -0.641 1st Qu.:0.078 1st Qu.:0.204
## Median : 0.000 Median :0.181 Median :0.395
## Mean : 0.037 Mean :0.257 Mean :0.430
## 3rd Qu.: 0.666 3rd Qu.:0.402 3rd Qu.:0.640
## Max. : 126.345 Max. :0.997 Max. :1.000
## NA's :5482 NA's :5482 NA's :5482
## part_01_density_E3_E2 part_01_density_sqrt_E1 part_01_density_sqrt_E2
## Min. :0.010 Min. : 0.925 Min. : 0.527
## 1st Qu.:0.383 1st Qu.: 3.176 1st Qu.: 2.100
## Median :0.599 Median : 4.895 Median : 2.939
## Mean :0.568 Mean : 7.155 Mean : 3.838
## 3rd Qu.:0.765 3rd Qu.: 9.149 3rd Qu.: 4.545
## Max. :1.000 Max. :202.173 Max. :33.141
## NA's :5482 NA's :5482 NA's :5482
## part_01_density_sqrt_E3 part_01_shape_Z_7_3 part_01_shape_Z_0_0
## Min. : 0.303 Min. : 4.606 Min. : 2.764
## 1st Qu.: 1.625 1st Qu.: 11.966 1st Qu.: 11.333
## Median : 2.211 Median : 21.563 Median : 17.583
## Mean : 2.528 Mean : 35.639 Mean : 22.384
## 3rd Qu.: 3.005 3rd Qu.: 46.209 3rd Qu.: 27.756
## Max. :18.691 Max. :470.278 Max. :244.072
## NA's :5482 NA's :5482 NA's :5482
## part_01_shape_Z_7_0 part_01_shape_Z_7_1 part_01_shape_Z_3_0
## Min. : 0.706 Min. : 3.418 Min. : 0.628
## 1st Qu.: 6.614 1st Qu.: 8.451 1st Qu.: 4.621
## Median : 8.580 Median : 14.111 Median : 8.877
## Mean : 15.906 Mean : 24.837 Mean : 13.361
## 3rd Qu.: 19.533 3rd Qu.: 32.115 3rd Qu.: 17.451
## Max. :291.557 Max. :370.986 Max. :191.756
## NA's :5482 NA's :5482 NA's :5482
## part_01_shape_Z_5_2 part_01_shape_Z_6_1 part_01_shape_Z_3_1
## Min. : 3.097 Min. : 0.794 Min. : 2.425
## 1st Qu.: 10.660 1st Qu.: 8.959 1st Qu.: 8.534
## Median : 20.190 Median : 16.674 Median : 15.254
## Mean : 30.123 Mean : 27.194 Mean : 21.203
## 3rd Qu.: 39.205 3rd Qu.: 36.314 3rd Qu.: 27.054
## Max. :403.296 Max. :371.703 Max. :260.674
## NA's :5482 NA's :5482 NA's :5482
## part_01_shape_Z_6_0 part_01_shape_Z_2_1 part_01_shape_Z_6_3
## Min. : 0.008 Min. : 1.713 Min. : 3.401
## 1st Qu.: 4.158 1st Qu.: 14.970 1st Qu.: 13.815
## Median : 8.060 Median : 23.921 Median : 25.292
## Mean : 13.007 Mean : 32.544 Mean : 39.928
## 3rd Qu.: 16.816 3rd Qu.: 41.186 3rd Qu.: 52.755
## Max. :263.618 Max. :346.377 Max. :537.183
## NA's :5482 NA's :5482 NA's :5482
## part_01_shape_Z_2_0 part_01_shape_Z_6_2 part_01_shape_Z_5_0
## Min. : 0.052 Min. : 2.461 Min. : 0.745
## 1st Qu.: 10.799 1st Qu.: 11.976 1st Qu.: 5.426
## Median : 17.912 Median : 22.317 Median : 9.582
## Mean : 23.715 Mean : 35.874 Mean : 16.320
## 3rd Qu.: 30.310 3rd Qu.: 47.677 3rd Qu.: 21.542
## Max. :289.366 Max. :494.941 Max. :295.235
## NA's :5482 NA's :5482 NA's :5482
## part_01_shape_Z_5_1 part_01_shape_Z_4_2 part_01_shape_Z_1_0
## Min. : 2.414 Min. : 2.22 Min. :0.704
## 1st Qu.: 8.152 1st Qu.: 14.08 1st Qu.:1.305
## Median : 16.421 Median : 25.32 Median :1.499
## Mean : 24.835 Mean : 37.16 Mean :1.544
## 3rd Qu.: 32.552 3rd Qu.: 48.68 3rd Qu.:1.734
## Max. :368.126 Max. :450.50 Max. :4.284
## NA's :5482 NA's :5482 NA's :5482
## part_01_shape_Z_4_1 part_01_shape_Z_7_2 part_01_shape_Z_4_0
## Min. : 1.138 Min. : 4.023 Min. : 0.000
## 1st Qu.: 11.216 1st Qu.: 10.265 1st Qu.: 5.811
## Median : 21.433 Median : 18.554 Median : 11.497
## Mean : 31.719 Mean : 31.587 Mean : 17.298
## 3rd Qu.: 42.123 3rd Qu.: 41.080 3rd Qu.: 23.333
## Max. :381.483 Max. :447.270 Max. :275.172
## NA's :5482 NA's :5482 NA's :5482
## part_01_density_Z_7_3 part_01_density_Z_0_0 part_01_density_Z_7_0
## Min. : 2.597 Min. : 0.334 Min. : 0.620
## 1st Qu.: 9.308 1st Qu.: 8.383 1st Qu.: 6.265
## Median : 16.289 Median : 13.580 Median : 7.720
## Mean : 27.910 Mean : 17.248 Mean : 14.211
## 3rd Qu.: 35.907 3rd Qu.: 22.303 3rd Qu.: 17.289
## Max. :203.054 Max. :108.665 Max. :125.170
## NA's :5482 NA's :5482 NA's :5482
## part_01_density_Z_7_1 part_01_density_Z_3_0 part_01_density_Z_5_2
## Min. : 1.906 Min. : 0.440 Min. : 2.074
## 1st Qu.: 7.426 1st Qu.: 4.056 1st Qu.: 8.088
## Median : 11.408 Median : 6.806 Median : 15.153
## Mean : 20.708 Mean :10.646 Mean : 23.359
## 3rd Qu.: 26.491 3rd Qu.:13.615 3rd Qu.: 30.436
## Max. :155.678 Max. :86.320 Max. :180.490
## NA's :5482 NA's :5482 NA's :5482
## part_01_density_Z_6_1 part_01_density_Z_3_1 part_01_density_Z_6_0
## Min. : 0.196 Min. : 1.001 Min. : 0.007
## 1st Qu.: 5.805 1st Qu.: 6.302 1st Qu.: 2.814
## Median : 13.700 Median : 11.053 Median : 6.125
## Mean : 22.003 Mean : 16.020 Mean : 11.288
## 3rd Qu.: 30.480 3rd Qu.: 20.483 3rd Qu.: 15.551
## Max. :191.092 Max. :117.450 Max. :117.454
## NA's :5482 NA's :5482 NA's :5482
## part_01_density_Z_2_1 part_01_density_Z_6_3 part_01_density_Z_2_0
## Min. : 0.356 Min. : 0.361 Min. : 0.051
## 1st Qu.: 11.637 1st Qu.: 9.125 1st Qu.: 8.735
## Median : 18.961 Median : 19.529 Median : 14.734
## Mean : 25.210 Mean : 30.780 Mean : 19.247
## 3rd Qu.: 31.909 3rd Qu.: 41.355 3rd Qu.: 25.439
## Max. :170.921 Max. :270.314 Max. :128.132
## NA's :5482 NA's :5482 NA's :5482
## part_01_density_Z_6_2 part_01_density_Z_5_0 part_01_density_Z_5_1
## Min. : 0.266 Min. : 0.678 Min. : 1.927
## 1st Qu.: 7.873 1st Qu.: 5.209 1st Qu.: 6.744
## Median : 17.718 Median : 8.135 Median : 12.738
## Mean : 28.110 Mean : 13.967 Mean : 19.925
## 3rd Qu.: 38.113 3rd Qu.: 17.988 3rd Qu.: 26.125
## Max. :253.504 Max. :114.631 Max. :164.866
## NA's :5482 NA's :5482 NA's :5482
## part_01_density_Z_4_2 part_01_density_Z_1_0 part_01_density_Z_4_1
## Min. : 0.27 Min. :0.625 Min. : 0.195
## 1st Qu.: 10.56 1st Qu.:1.293 1st Qu.: 8.976
## Median : 20.13 Median :1.490 Median : 17.699
## Mean : 28.77 Mean :1.536 Mean : 25.184
## 3rd Qu.: 37.90 3rd Qu.:1.730 3rd Qu.: 33.578
## Max. :224.75 Max. :4.287 Max. :196.161
## NA's :5482 NA's :5482 NA's :5482
## part_01_density_Z_7_2 part_01_density_Z_4_0 part_02_shape_segments_count
## Min. : 2.256 Min. : 0.005 Min. : 0.0
## 1st Qu.: 8.412 1st Qu.: 4.625 1st Qu.: 2.0
## Median : 14.446 Median : 10.408 Median : 8.0
## Mean : 25.321 Mean : 14.897 Mean : 234.6
## 3rd Qu.: 32.648 3rd Qu.: 20.670 3rd Qu.: 61.0
## Max. :191.702 Max. :120.458 Max. :45564.0
## NA's :5482 NA's :5482
## part_02_density_segments_count part_02_volume part_02_electrons
## Min. : 0.0 Min. : 0.000 Min. : 0.000
## 1st Qu.: 2.0 1st Qu.: 2.344 1st Qu.: 1.365
## Median : 8.0 Median : 7.272 Median : 4.713
## Mean : 234.6 Mean : 19.420 Mean : 12.800
## 3rd Qu.: 61.0 3rd Qu.: 19.248 3rd Qu.: 14.201
## Max. :45564.0 Max. :1632.536 Max. :351.187
##
## part_02_mean part_02_std part_02_max part_02_max_over_std
## Min. :0.0000 Min. :0.00000 Min. : 0.0000 Min. : 0.000
## 1st Qu.:0.4099 1st Qu.:0.03952 1st Qu.: 0.5484 1st Qu.: 5.243
## Median :0.6035 Median :0.09547 Median : 0.8870 Median : 7.251
## Mean :0.6803 Mean :0.18783 Mean : 1.3233 Mean : 9.494
## 3rd Qu.:0.8471 3rd Qu.:0.21062 3rd Qu.: 1.5076 3rd Qu.: 11.274
## Max. :9.7635 Max. :8.26289 Max. :44.6336 Max. :173.252
##
## part_02_skewness part_02_parts part_02_shape_O3 part_02_shape_O4
## Min. : 0.00000 Min. : 0.0 Min. :7.400e+01 Min. :1.809e+03
## 1st Qu.: 0.03205 1st Qu.: 1.0 1st Qu.:7.513e+03 1st Qu.:1.347e+07
## Median : 0.08381 Median : 1.0 Median :3.960e+04 Median :3.851e+08
## Mean : 0.18954 Mean : 1.3 Mean :1.005e+06 Mean :3.559e+12
## 3rd Qu.: 0.20395 3rd Qu.: 1.0 3rd Qu.:2.791e+05 3rd Qu.:1.547e+10
## Max. :10.89156 Max. :28.0 Max. :1.668e+09 Max. :1.650e+17
## NA's :27 NA's :40036 NA's :40036
## part_02_shape_O5 part_02_shape_FL part_02_shape_O3_norm
## Min. :1.229e+04 Min. :-6.100e+01 Min. : 0.23
## 1st Qu.:6.791e+09 1st Qu.: 1.375e+07 1st Qu.: 0.25
## Median :1.028e+12 Median : 3.176e+09 Median : 0.34
## Mean :2.610e+19 Mean : 2.044e+16 Mean : 0.57
## 3rd Qu.:2.022e+14 3rd Qu.: 1.130e+12 3rd Qu.: 0.72
## Max. :4.148e+24 Max. : 3.330e+21 Max. :68.88
## NA's :40036 NA's :40036 NA's :40036
## part_02_shape_O4_norm part_02_shape_O5_norm part_02_shape_FL_norm
## Min. : 0.02 Min. :0.00 Min. : 0.00
## 1st Qu.: 0.02 1st Qu.:0.00 1st Qu.: 0.00
## Median : 0.03 Median :0.00 Median : 0.00
## Mean : 0.09 Mean :0.00 Mean : 0.35
## 3rd Qu.: 0.09 3rd Qu.:0.00 3rd Qu.: 0.06
## Max. :21.69 Max. :6.42 Max. :3374.84
## NA's :40036 NA's :40036 NA's :40036
## part_02_shape_I1 part_02_shape_I2 part_02_shape_I3
## Min. :2.060e+02 Min. :1.088e+04 Min. :9.187e+03
## 1st Qu.:1.827e+05 1st Qu.:5.239e+09 1st Qu.:1.094e+10
## Median :2.179e+06 Median :6.930e+11 Median :1.816e+12
## Mean :1.746e+09 Mean :9.054e+19 Mean :3.549e+22
## 3rd Qu.:5.227e+07 3rd Qu.:2.730e+14 3rd Qu.:1.473e+15
## Max. :1.058e+14 Max. :1.086e+25 Max. :1.118e+28
## NA's :40036 NA's :40036 NA's :40036
## part_02_shape_I4 part_02_shape_I5 part_02_shape_I6
## Min. :-2.200e+01 Min. :0.000e+00 Min. :5.232e+03
## 1st Qu.: 6.426e+06 1st Qu.:5.776e+05 1st Qu.:5.934e+08
## Median : 1.746e+09 Median :3.745e+08 Median :3.841e+10
## Mean : 1.201e+16 Mean :6.394e+15 Mean :6.688e+17
## 3rd Qu.: 7.446e+11 3rd Qu.:3.643e+11 3rd Qu.:7.601e+12
## Max. : 1.981e+21 Max. :1.082e+21 Max. :1.573e+23
## NA's :40036 NA's :40036 NA's :40036
## part_02_shape_I1_norm part_02_shape_I2_norm part_02_shape_I3_norm
## Min. : 0.06 Min. : 0.00 Min. : 0
## 1st Qu.: 0.08 1st Qu.: 0.00 1st Qu.: 0
## Median : 0.18 Median : 0.00 Median : 0
## Mean : 1.03 Mean : 0.81 Mean : 177
## 3rd Qu.: 0.86 3rd Qu.: 0.06 3rd Qu.: 0
## Max. :8356.55 Max. :48073.17 Max. :69819221
## NA's :40036 NA's :40036 NA's :40036
## part_02_shape_I4_norm part_02_shape_I5_norm part_02_shape_I6_norm
## Min. : 0.00 Min. : 0.00 Min. : 0.0
## 1st Qu.: 0.00 1st Qu.: 0.00 1st Qu.: 0.0
## Median : 0.00 Median : 0.00 Median : 0.0
## Mean : 0.32 Mean : 0.29 Mean : 3.0
## 3rd Qu.: 0.04 3rd Qu.: 0.02 3rd Qu.: 0.3
## Max. :3367.00 Max. :3361.78 Max. :575558.1
## NA's :40036 NA's :40036 NA's :40036
## part_02_shape_M000 part_02_shape_CI part_02_shape_E3_E1
## Min. : 32 Min. :-153.75 Min. :0.00
## 1st Qu.: 391 1st Qu.: -0.45 1st Qu.:0.08
## Median : 1033 Median : 0.00 Median :0.20
## Mean : 2606 Mean : 0.03 Mean :0.27
## 3rd Qu.: 2631 3rd Qu.: 0.48 3rd Qu.:0.43
## Max. :204067 Max. : 147.04 Max. :1.00
## NA's :40036 NA's :40036 NA's :40036
## part_02_shape_E2_E1 part_02_shape_E3_E2 part_02_shape_sqrt_E1
## Min. :0.00 Min. :0.01 Min. : 0.94
## 1st Qu.:0.21 1st Qu.:0.39 1st Qu.: 2.93
## Median :0.42 Median :0.62 Median : 4.66
## Mean :0.44 Mean :0.58 Mean : 7.07
## 3rd Qu.:0.66 3rd Qu.:0.78 3rd Qu.: 9.20
## Max. :1.00 Max. :1.00 Max. :201.81
## NA's :40036 NA's :40036 NA's :40036
## part_02_shape_sqrt_E2 part_02_shape_sqrt_E3 part_02_density_O3
## Min. : 0.56 Min. : 0.40 Min. : 9
## 1st Qu.: 1.96 1st Qu.: 1.52 1st Qu.: 4446
## Median : 2.89 Median : 2.18 Median : 24555
## Mean : 3.78 Mean : 2.49 Mean : 585064
## 3rd Qu.: 4.53 3rd Qu.: 3.05 3rd Qu.: 156259
## Max. :33.31 Max. :18.54 Max. :422873659
## NA's :40036 NA's :40036 NA's :40036
## part_02_density_O4 part_02_density_O5 part_02_density_FL
## Min. :2.600e+01 Min. :2.000e+01 Min. :-2.300e+01
## 1st Qu.:4.621e+06 1st Qu.:1.340e+09 1st Qu.: 4.467e+06
## Median :1.431e+08 Median :2.283e+11 Median : 1.065e+09
## Mean :7.552e+11 Mean :6.637e+17 Mean : 2.064e+15
## 3rd Qu.:4.929e+09 3rd Qu.:3.743e+13 3rd Qu.: 3.971e+11
## Max. :1.061e+16 Max. :6.746e+22 Max. : 2.126e+20
## NA's :40036 NA's :40036 NA's :40036
## part_02_density_O3_norm part_02_density_O4_norm part_02_density_O5_norm
## Min. : 0.03 Min. : 0.00 Min. : 0.00
## 1st Qu.: 0.32 1st Qu.: 0.03 1st Qu.: 0.00
## Median : 0.51 Median : 0.06 Median : 0.00
## Mean : 0.77 Mean : 0.16 Mean : 0.01
## 3rd Qu.: 0.96 3rd Qu.: 0.16 3rd Qu.: 0.01
## Max. :382.98 Max. :115.55 Max. :113.05
## NA's :40036 NA's :40036 NA's :40036
## part_02_density_FL_norm part_02_density_I1 part_02_density_I2
## Min. : 0.00 Min. :2.700e+01 Min. :1.800e+02
## 1st Qu.: 0.00 1st Qu.:1.063e+05 1st Qu.:1.777e+09
## Median : 0.01 Median :1.294e+06 Median :2.408e+11
## Mean : 2.29 Mean :7.577e+08 Mean :7.098e+18
## 3rd Qu.: 0.15 3rd Qu.:2.917e+07 3rd Qu.:8.334e+13
## Max. :197912.79 Max. :9.365e+12 Max. :6.908e+23
## NA's :40036 NA's :40036 NA's :40036
## part_02_density_I3 part_02_density_I4 part_02_density_I5
## Min. :1.620e+02 Min. :-6.000e+00 Min. :0.000e+00
## 1st Qu.:3.708e+09 1st Qu.: 2.136e+06 1st Qu.:2.945e+05
## Median :6.220e+11 Median : 6.115e+08 Median :1.726e+08
## Mean :5.435e+20 Mean : 1.320e+15 Mean :8.244e+14
## 3rd Qu.:4.729e+14 3rd Qu.: 2.803e+11 3rd Qu.:1.575e+11
## Max. :8.767e+25 Max. : 1.314e+20 Max. :7.731e+19
## NA's :40036 NA's :40036 NA's :40036
## part_02_density_I6 part_02_density_I1_norm part_02_density_I2_norm
## Min. :8.800e+01 Min. : 0.00 Min. : 0.0
## 1st Qu.:2.073e+08 1st Qu.: 0.14 1st Qu.: 0.0
## Median :1.439e+10 Median : 0.39 Median : 0.0
## Mean :2.312e+16 Mean : 2.97 Mean : 11.3
## 3rd Qu.:2.401e+12 3rd Qu.: 1.59 3rd Qu.: 0.2
## Max. :2.751e+21 Max. :258303.87 Max. :2154055.6
## NA's :40036 NA's :40036 NA's :40036
## part_02_density_I3_norm part_02_density_I4_norm part_02_density_I5_norm
## Min. :0.000e+00 Min. : 0.00 Min. : 0.00
## 1st Qu.:0.000e+00 1st Qu.: 0.00 1st Qu.: 0.00
## Median :0.000e+00 Median : 0.00 Median : 0.00
## Mean :1.465e+05 Mean : 2.35 Mean : 2.39
## 3rd Qu.:1.000e+00 3rd Qu.: 0.10 3rd Qu.: 0.06
## Max. :6.671e+10 Max. :264833.31 Max. :309447.00
## NA's :40036 NA's :40036 NA's :40036
## part_02_density_I6_norm part_02_density_M000 part_02_density_CI
## Min. : 0 Min. : 2.54 Min. :-166.93
## 1st Qu.: 0 1st Qu.: 232.72 1st Qu.: -0.47
## Median : 0 Median : 677.95 Median : 0.00
## Mean : 250 Mean : 1717.53 Mean : 0.03
## 3rd Qu.: 1 3rd Qu.: 1929.17 3rd Qu.: 0.49
## Max. :98912032 Max. :43898.33 Max. : 167.54
## NA's :40036 NA's :40036 NA's :40036
## part_02_density_E3_E1 part_02_density_E2_E1 part_02_density_E3_E2
## Min. :0.00 Min. :0.00 Min. :0.01
## 1st Qu.:0.07 1st Qu.:0.20 1st Qu.:0.40
## Median :0.20 Median :0.42 Median :0.62
## Mean :0.27 Mean :0.44 Mean :0.58
## 3rd Qu.:0.44 3rd Qu.:0.66 3rd Qu.:0.78
## Max. :1.00 Max. :1.00 Max. :1.00
## NA's :40036 NA's :40036 NA's :40036
## part_02_density_sqrt_E1 part_02_density_sqrt_E2 part_02_density_sqrt_E3
## Min. : 0.93 Min. : 0.56 Min. : 0.40
## 1st Qu.: 2.79 1st Qu.: 1.89 1st Qu.: 1.48
## Median : 4.37 Median : 2.73 Median : 2.08
## Mean : 6.83 Mean : 3.62 Mean : 2.38
## 3rd Qu.: 8.95 3rd Qu.: 4.30 3rd Qu.: 2.86
## Max. :201.71 Max. :32.35 Max. :17.84
## NA's :40036 NA's :40036 NA's :40036
## part_02_shape_Z_7_3 part_02_shape_Z_0_0 part_02_shape_Z_7_0
## Min. : 5.84 Min. : 2.76 Min. : 0.91
## 1st Qu.: 10.89 1st Qu.: 9.66 1st Qu.: 6.78
## Median : 18.35 Median : 15.70 Median : 8.43
## Mean : 32.47 Mean : 20.00 Mean : 15.15
## 3rd Qu.: 42.05 3rd Qu.: 25.06 3rd Qu.: 17.96
## Max. :416.57 Max. :220.72 Max. :228.84
## NA's :40036 NA's :40036 NA's :40036
## part_02_shape_Z_7_1 part_02_shape_Z_3_0 part_02_shape_Z_5_2
## Min. : 3.76 Min. : 0.49 Min. : 3.98
## 1st Qu.: 8.42 1st Qu.: 4.42 1st Qu.: 8.99
## Median : 12.08 Median : 7.54 Median : 17.23
## Mean : 22.96 Mean : 12.35 Mean : 27.20
## 3rd Qu.: 29.34 3rd Qu.: 16.15 3rd Qu.: 35.50
## Max. :319.74 Max. :195.16 Max. :344.79
## NA's :40036 NA's :40036 NA's :40036
## part_02_shape_Z_6_1 part_02_shape_Z_3_1 part_02_shape_Z_6_0
## Min. : 0.97 Min. : 2.62 Min. : 0.00
## 1st Qu.: 7.18 1st Qu.: 7.08 1st Qu.: 3.40
## Median : 14.13 Median : 13.40 Median : 6.91
## Mean : 24.29 Mean : 19.24 Mean : 11.81
## 3rd Qu.: 32.53 3rd Qu.: 24.70 3rd Qu.: 15.11
## Max. :340.52 Max. :261.96 Max. :204.69
## NA's :40036 NA's :40036 NA's :40036
## part_02_shape_Z_2_1 part_02_shape_Z_6_3 part_02_shape_Z_2_0
## Min. : 1.59 Min. : 3.18 Min. : 0.05
## 1st Qu.: 12.44 1st Qu.: 10.99 1st Qu.: 8.77
## Median : 20.87 Median : 21.59 Median : 15.42
## Mean : 28.87 Mean : 35.71 Mean : 20.90
## 3rd Qu.: 36.88 3rd Qu.: 47.74 3rd Qu.: 27.00
## Max. :315.91 Max. :495.42 Max. :264.77
## NA's :40036 NA's :40036 NA's :40036
## part_02_shape_Z_6_2 part_02_shape_Z_5_0 part_02_shape_Z_5_1
## Min. : 2.17 Min. : 0.76 Min. : 2.71
## 1st Qu.: 9.43 1st Qu.: 5.52 1st Qu.: 7.36
## Median : 18.87 Median : 7.85 Median : 13.77
## Mean : 31.94 Mean : 15.19 Mean : 22.42
## 3rd Qu.: 42.85 3rd Qu.: 19.77 3rd Qu.: 29.38
## Max. :461.09 Max. :241.83 Max. :300.39
## NA's :40036 NA's :40036 NA's :40036
## part_02_shape_Z_4_2 part_02_shape_Z_1_0 part_02_shape_Z_4_1
## Min. : 2.17 Min. :0.67 Min. : 0.88
## 1st Qu.: 11.21 1st Qu.:1.34 1st Qu.: 8.87
## Median : 21.41 Median :1.59 Median : 17.81
## Mean : 32.92 Mean :1.66 Mean : 27.90
## 3rd Qu.: 43.77 3rd Qu.:1.88 3rd Qu.: 37.55
## Max. :412.19 Max. :5.05 Max. :355.20
## NA's :40036 NA's :40036 NA's :40036
## part_02_shape_Z_7_2 part_02_shape_Z_4_0 part_02_density_Z_7_3
## Min. : 4.53 Min. : 0.01 Min. : 3.21
## 1st Qu.: 9.71 1st Qu.: 4.59 1st Qu.: 9.34
## Median : 15.66 Median : 9.41 Median : 14.36
## Mean : 28.75 Mean : 15.29 Mean : 26.74
## 3rd Qu.: 37.15 3rd Qu.: 20.64 3rd Qu.: 34.37
## Max. :382.30 Max. :247.74 Max. :200.18
## NA's :40036 NA's :40036 NA's :40036
## part_02_density_Z_0_0 part_02_density_Z_7_0 part_02_density_Z_7_1
## Min. : 0.78 Min. : 0.95 Min. : 1.99
## 1st Qu.: 7.45 1st Qu.: 6.52 1st Qu.: 7.67
## Median : 12.72 Median : 8.03 Median : 10.25
## Mean : 16.25 Mean : 14.06 Mean : 20.01
## 3rd Qu.: 21.46 3rd Qu.: 16.53 3rd Qu.: 25.24
## Max. :102.37 Max. :122.98 Max. :151.62
## NA's :40036 NA's :40036 NA's :40036
## part_02_density_Z_3_0 part_02_density_Z_5_2 part_02_density_Z_6_1
## Min. : 0.53 Min. : 2.33 Min. : 0.46
## 1st Qu.: 4.13 1st Qu.: 7.66 1st Qu.: 5.02
## Median : 6.16 Median : 13.51 Median : 11.23
## Mean :10.36 Mean : 22.23 Mean : 20.44
## 3rd Qu.:13.23 3rd Qu.: 29.13 3rd Qu.: 28.83
## Max. :83.38 Max. :178.48 Max. :185.81
## NA's :40036 NA's :40036 NA's :40036
## part_02_density_Z_3_1 part_02_density_Z_6_0 part_02_density_Z_2_1
## Min. : 1.96 Min. : 0.00 Min. : 0.78
## 1st Qu.: 5.80 1st Qu.: 2.42 1st Qu.: 10.16
## Median : 10.21 Median : 5.13 Median : 17.47
## Mean : 15.37 Mean : 10.61 Mean : 23.57
## 3rd Qu.: 19.79 3rd Qu.: 14.50 3rd Qu.: 30.37
## Max. :113.83 Max. :115.15 Max. :165.28
## NA's :40036 NA's :40036 NA's :40036
## part_02_density_Z_6_3 part_02_density_Z_2_0 part_02_density_Z_6_2
## Min. : 0.98 Min. : 0.03 Min. : 0.77
## 1st Qu.: 7.71 1st Qu.: 7.45 1st Qu.: 6.59
## Median : 16.83 Median : 13.41 Median : 15.03
## Mean : 28.80 Mean : 17.89 Mean : 26.14
## 3rd Qu.: 39.48 3rd Qu.: 24.14 3rd Qu.: 36.12
## Max. :257.09 Max. :120.56 Max. :242.55
## NA's :40036 NA's :40036 NA's :40036
## part_02_density_Z_5_0 part_02_density_Z_5_1 part_02_density_Z_4_2
## Min. : 0.64 Min. : 1.68 Min. : 0.78
## 1st Qu.: 5.36 1st Qu.: 6.66 1st Qu.: 8.37
## Median : 7.39 Median : 11.17 Median : 17.88
## Mean : 13.57 Mean : 18.93 Mean : 26.69
## 3rd Qu.: 17.24 3rd Qu.: 24.81 3rd Qu.: 36.04
## Max. :111.32 Max. :162.42 Max. :214.21
## NA's :40036 NA's :40036 NA's :40036
## part_02_density_Z_1_0 part_02_density_Z_4_1 part_02_density_Z_7_2
## Min. :0.61 Min. : 0.40 Min. : 2.61
## 1st Qu.:1.33 1st Qu.: 6.76 1st Qu.: 8.57
## Median :1.58 Median : 15.49 Median : 12.60
## Mean :1.65 Mean : 23.15 Mean : 24.20
## 3rd Qu.:1.88 3rd Qu.: 31.67 3rd Qu.: 30.96
## Max. :5.05 Max. :187.56 Max. :188.40
## NA's :40036 NA's :40036 NA's :40036
## part_02_density_Z_4_0 fo_col fc_col
## Min. : 0.01 Length:585339 Length:585339
## 1st Qu.: 3.28 Class :character Class :character
## Median : 8.80 Mode :character Mode :character
## Mean : 13.65
## 3rd Qu.: 19.25
## Max. :119.34
## NA's :40036
## weight_col grid_space solvent_radius solvent_opening_radius
## Mode:logical Min. :0.2 Min. :1.9 Min. :1.4
## NA's:585339 1st Qu.:0.2 1st Qu.:1.9 1st Qu.:1.4
## Median :0.2 Median :1.9 Median :1.4
## Mean :0.2 Mean :1.9 Mean :1.4
## 3rd Qu.:0.2 3rd Qu.:1.9 3rd Qu.:1.4
## Max. :0.2 Max. :1.9 Max. :1.4
##
## resolution_max_limit resolution FoFc_mean
## Min. :1 Min. :0.4801 Min. :-1.942e-07
## 1st Qu.:1 1st Qu.:1.8000 1st Qu.:-4.620e-11
## Median :1 Median :2.0700 Median : 8.000e-13
## Mean :1 Mean :2.1485 Mean : 4.470e-11
## 3rd Qu.:1 3rd Qu.:2.4793 3rd Qu.: 5.010e-11
## Max. :1 Max. :8.9997 Max. : 3.621e-07
##
## FoFc_std FoFc_square_std FoFc_min
## Min. :0.00125 Min. :0.0000016 Min. :-10.82110
## 1st Qu.:0.09028 1st Qu.:0.0081507 1st Qu.: -0.84898
## Median :0.12257 Median :0.0150225 Median : -0.66494
## Mean :0.12905 Mean :0.0195631 Mean : -0.70075
## 3rd Qu.:0.15923 3rd Qu.:0.0253543 3rd Qu.: -0.50039
## Max. :0.94189 Max. :0.8871492 Max. : -0.01075
##
## FoFc_max part_step_FoFc_std_min part_step_FoFc_std_max
## Min. : 0.00718 Min. :2.8 Min. :4.05
## 1st Qu.: 1.14347 1st Qu.:2.8 1st Qu.:4.05
## Median : 1.84918 Median :2.8 Median :4.05
## Mean : 2.60360 Mean :2.8 Mean :4.05
## 3rd Qu.: 3.07809 3rd Qu.:2.8 3rd Qu.:4.05
## Max. :45.26153 Max. :2.8 Max. :4.05
##
## part_step_FoFc_std_step
## Min. :0.5
## 1st Qu.:0.5
## Median :0.5
## Mean :0.5
## 3rd Qu.:0.5
## Max. :0.5
## Tabela przedstawia zmienne, których wartości korelacji są w zakresie <0.95, 1> lub <-0.95, 1>.
Tabela przedstawia zmienne, których wartości korelacji są w zakresie <0.9, 0.95) lub (-0.95, -0.9>.
Tabela przedstawia zmienne, których wartości korelacji są w zakresie <0.85, 0.9) lub (-0.85, -0.9>.